{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# BrightnessContrast Operator Example"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This example demonstrates usage of `BrightnessContrast` oprator.\n",
    "\n",
    "## Brighness and contrast adjustment\n",
    "\n",
    "Brithness and contrast can be adjusted using three parameters:\n",
    "`contrast` - makes the dark parts darker and bright parts brighter while keeping the gray (at half dynamic range of the input type) constant,\n",
    "\n",
    "`brightness` - multiplies the intensities,\n",
    "\n",
    "`brightness_shift` - shifts the pixel intensities.\n",
    "\n",
    "The formula is given as:\n",
    "\n",
    "$$\n",
    "Out = brightness\\_shift \\cdot {Max}_{out} + brighness \\cdot ({contrast\\_center} + {contrast} \\cdot ({in} - {contrast\\_center}))\n",
    "$$\n",
    "\n",
    "\n",
    "where ${contrast\\_center}$ denotes a value that is unaffected by contrast changes; by default, it's at half of the input's dynamic range (e.g. 128 for `uint8`) and ${Max}_{out}$ is the maximum positive value of the output type, for integer types, or 1 for floating point) - but it can also be specified as an argument for the operator.\n",
    "The operator can be used to adjust contrast and brighness as well as to compute negative images (`brightness = -1`, `brighness_shift = 1`).\n",
    "\n",
    "\n",
    "## Step-by-step guide\n",
    "1. Let's start from importing necessary modules (and DALI itself).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from nvidia.dali.pipeline import Pipeline\n",
    "import nvidia.dali.ops as ops            \n",
    "import nvidia.dali.types as types\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "batch_size = 10\n",
    "image_filename = \"../data/images\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The `batch_size` is bigger than one to make it easier to switch images at the end of the example.\n",
    "\n",
    "2. Next, let's implement the pipelines. We've presented 2 versions of a pipeline. The CPU one does all the processing (i.e. reading file, decoding it and brightness/contrast manipulation) on the CPU, while the other pipeline conducts these operations on the GPU."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "class BCCpuPipeline(Pipeline):                   \n",
    "    def __init__(self, batch_size, num_threads, device_id):\n",
    "        super(BCCpuPipeline, self).__init__(batch_size, num_threads, device_id, seed=42)\n",
    "        self.input = ops.FileReader(device=\"cpu\", file_root=image_filename)\n",
    "        self.decode = ops.ImageDecoder(device=\"cpu\", output_type=types.RGB)\n",
    "        self.bc = ops.BrightnessContrast(device=\"cpu\", brightness_shift=0.3, contrast=0.4, contrast_center=100)\n",
    "\n",
    "    def define_graph(self):                                                                \n",
    "        read, _ = self.input()\n",
    "        image = self.decode(read)\n",
    "        converted = self.bc(image)\n",
    "        return image, converted\n",
    "    \n",
    "class BCGpuPipeline(Pipeline):                   \n",
    "    def __init__(self, batch_size, num_threads, device_id):\n",
    "        super(BCGpuPipeline, self).__init__(batch_size, num_threads, device_id, seed=42)\n",
    "        self.input = ops.FileReader(device=\"cpu\", file_root=image_filename)\n",
    "        self.decode = ops.ImageDecoder(device=\"mixed\", output_type=types.RGB)\n",
    "        self.bc = ops.BrightnessContrast(\n",
    "                    device=\"gpu\",\n",
    "                    contrast=1.5,          # increase contrast\n",
    "                    brightness_shift = 1,  # invert...\n",
    "                    brightness=-1,         # ...colors\n",
    "                )\n",
    "\n",
    "    def define_graph(self):                                                                \n",
    "        read, _ = self.input()\n",
    "        image = self.decode(read)\n",
    "        converted = self.bc(image.gpu())\n",
    "        return image, converted"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The function below is used to actually display result of manipulation. Since the pipelines we set up return 2 outputs: modified image and original image, the function aquires both of them from the output and displays them. Additional flag (`cpu`) is specified, to determine, whether the pipeline output comes from CPU or GPU. In the latter case, we have to tell the output, to return a CPU-accessible copy of the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def display(output, cpu = True):\n",
    "    i = 2  # Tweak that to have various images from batch\n",
    "    img1 = output[0].at(i) if cpu else output[0].as_cpu().at(i)\n",
    "    img2 = output[1].at(i) if cpu else output[1].as_cpu().at(i)\n",
    "    fig, ax = plt.subplots(1,2)\n",
    "    ax[0].imshow(img1);\n",
    "    ax[1].imshow(img2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "3. Now let's just build the pipelines, run them and display the results. First the GPU one:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "pipegpu = BCGpuPipeline(batch_size=batch_size, num_threads=1, device_id=0)\n",
    "pipegpu.build()          \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "gpu_output = pipegpu.run()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(gpu_output, cpu=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "4. And the CPU:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "pipecpu = BCCpuPipeline(batch_size=batch_size, num_threads=1, device_id=0)\n",
    "pipecpu.build()          \n",
    "cpu_output = pipecpu.run()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "display(cpu_output)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  },
  "pycharm": {
   "stem_cell": {
    "cell_type": "raw",
    "metadata": {
     "collapsed": false
    },
    "source": []
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
